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Embeddings/developer_guidance.md

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+# Developer Guidance: OpenAI-Compatible Embeddings
+
+## Overview
+This project uses the OpenAI Python SDK with a compatible base URL to call embeddings.
+
+## Example Usage
+```python
+from openai import OpenAI
+
+client = OpenAI(
+    base_url="https://api.gapgpt.app/v1",
+    api_key="YOUR_SECRET_KEY_HERE"
+)
+
+response = client.embeddings.create(
+    model="text-embedding-3-small",
+    input="متن برای تبدیل به بردار"
+)
+
+print(response.data[0].embedding[:5])
+```
+
+## Secret Key Placeholder
+Replace `YOUR_SECRET_KEY_HERE` with your actual secret key.
+
+### Recommended: Use an environment variable
+```python
+import os
+from openai import OpenAI
+
+client = OpenAI(
+    base_url="https://api.gapgpt.app/v1",
+    api_key=os.getenv("OPENAI_API_KEY")
+)
+```
+
+## Notes
+- Do **not** commit your secret key to source control.
+- Store secrets in `.env` files or your deployment secret manager.
+- Use the embedding output as needed in your application.